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Automation Risk Analysis

Will “Dairy Grazier” be Automated?

Historical Context: Oxford Study (2013)

Ranked #137 of 702. Estimated risk: 4.7%

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AI Exposure Risk

51%

“Dairy Grazier” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 51% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

51%

“Dairy Grazier” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 51% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Farmers, Ranchers, and Other Agricultural Managers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Plan, direct, or coordinate the management or operation of farms, ranches, greenhouses, aquacultural operations, nurseries, timber tracts, or other agricultural establishments. May hire, train, and supervise farm workers or contract for services to carry out the day-to-day activities of the managed operation. May engage in or supervise planting, cultivating, harvesting, and financial and marketing activities.

Avg. Annual Salary $97,240
Avg. Hourly Wage $46.75
Available Jobs (US) 5,910
Job Title & Hierarchy Code (SOC) Farmers, Ranchers, and Other Agricultural Managers #11-9013
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Farmers, Ranchers, and Other Agricultural Managers”

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Core Skills & Abilities

  • Monitor activities, such as irrigation, chemical application, harvesting, milking, breeding, and grading, to ensure adherence to safety regulations or standards.

  • Collect and record growth, production, and environmental data.

  • Direct and monitor trapping and spawning of fish, egg incubation, and fry rearing, applying knowledge of management and fish culturing techniques.

  • Determine how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire.

  • Conduct inspections to determine crop maturity or condition or to detect disease or insect infestation.

  • Coordinate clerical, record-keeping, inventory, requisitioning, and marketing activities.

  • Hire, supervise, and train support workers.

  • Prepare reports required by state and federal laws.

  • Monitor environments to ensure maintenance of optimum animal or plant life.

  • Direct and monitor the transfer of mature fish to lakes, ponds, streams, or commercial tanks.

  • Obtain financing for and purchase necessary machinery, land, supplies, or livestock.

  • Direct crop production operations, such as planning, tilling, planting, fertilizing, cultivating, spraying, and harvesting.

  • Inspect facilities and equipment for signs of disrepair, and perform necessary maintenance work.

  • Evaluate marketing or sales alternatives for products.

  • Conduct or supervise stock examinations to identify diseases or parasites.

  • Supervise the construction of farm or ranch structures, such as buildings, fences, drainage systems, wells, or roads.

  • Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.

  • Replace chemical insecticides with environmentally friendly practices, such as adding pest-repelling plants to fields.

  • Devise and participate in activities to improve fish hatching and growth rates, and to prevent disease in hatcheries.

  • Negotiate with buyers for the sale, storage, or shipment of crops or livestock.

  • Analyze market conditions to determine acreage allocations.

  • Determine types or quantities of crops, plants, or livestock to be grown and raised, based on budgets, federal incentives, market conditions, executive directives, projected sales volumes, or soil conditions.

  • Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns.

  • Position and regulate plant irrigation systems, and program environmental and irrigation control computers.

  • Direct the breeding or raising of stock, such as cattle, poultry, or honeybees, using recognized breeding practices to ensure stock improvement.

  • Analyze soil to determine types or quantities of fertilizer required for maximum crop production.

  • Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research.

  • Determine, administer, and execute policies relating to operations administration and standards, facility maintenance, and safety.

  • Coordinate the selection and maintenance of brood stock.

  • Maintain financial, operational, production, or employment records for farms or ranches.

Technologies & Software

  • Notion AI
  • TatukGIS Editor
  • Perplexity AI
  • Microsoft Outlook
  • Sanders Software Consulting FarmBooks
  • Lion Edge Technologies Ranch Manager
  • John Deere Apex Farm Management
  • KELTEC Systems HerdMaster
  • ProducePak Mobile Farm Management
  • Innovative Software Solutions Picas
  • Trimble Farm Works
  • Microsoft Word
  • AgData Blue Skies Accounting
  • Fireflies.ai
  • Global positioning system GPS software
  • Trimble AgGPS EZ-Map
  • AgTerra Technologies AgTrac
  • Specialized Data Systems Ultra Farm
  • Argos Software ABECAS Insight
  • SAP software
  • Brihzon Solutions SMART Dairy Resource Planning
  • Custom Software Group CSG AgroSys
  • ZedX AgFleet
  • MapInfo
  • Llama (Meta)
  • Atlassian Confluence
  • DeepSeek
  • Ag Connections Land.db
  • Geographic information system GIS systems
  • Motion (AI Scheduler)
  • CDA International Manifold System
  • SST Development Group SSToolbox
  • AquaSoft Farm Manager
  • Sunrise Software CropSave
  • EZ-Ranch
  • Red Wing Software CenterPoint Accounting for Agriculture
  • Time reporting software
  • ESRI ArcPad
  • Stenco Technologies Farm Trends
  • Microsoft Office software
  • Ag Leader Technology SMS Advanced
  • Countryside Data Ag Payroll
  • DIVA-GIS
  • Grok (xAI)
  • AGCO Advanced Technology Solutions Fieldstar
  • Cattlesoft CattleMax
  • International Response Technologies CowChip - Ranch House
  • Fish stocking databases
  • Alua Software Paddock Pro
  • Microsoft PowerPoint
  • AgriSoft/CMC AgriSoft/ERP
  • Hatchery database systems
  • Claude (Anthropic)
  • Pear Technology Fieldman Farmer
  • Gemini for Workspace
  • ChatGPT (OpenAI)
  • Global Mapper Software Global Mapper
  • Agevo Farm Manager
  • Geographic resources analysis support system GRASS
  • Accutech Systems Corporation AccuFarm-MGR
  • PigCHAMP Care 3000
  • TapLogic FarmLogic
  • Microsoft Visio
  • Farm Files Livestock
  • Staff scheduling software
  • Word processing software
  • Vertical Solutions Easy-Farm Accounting
  • CattleWorks
  • Microsoft Access
  • Gemini (Google)
  • Statistical analysis software
  • Email software
  • Microsoft Copilot
  • Mistral (Mistral AI)
  • Kimi (Moonshot AI)
  • Midwest MicroSystems Cow Sense
  • Farm Business Software Systems Smart Feeder
  • SST Development Group Stratus
  • Facebook
  • Resource planning software
  • Datatech The Farmer's Office
  • i.Agri LandMark Farm
  • Web browser software
  • Microsoft Excel
  • Qwen (Alibaba)
  • Oracle NetSuite
  • Delta Data Systems AGIS
  • Payroll software
  • Farm Files Crops
  • MapShots EASi Suite
  • Nova (Amazon)
  • Advanced Veterinary Services Ranch Vision
  • Napkin AI
  • Otter.ai
  • Adobe Photoshop
  • Poultry incubators
  • Animal transportation trailers
  • Field cultivators
  • Livestock castration equipment
  • Soil pasteurizers
  • Centrifugal water pumps
  • Cage nets
  • Brush mowers
  • Snow blowers
  • Adjustable widemouth pliers
  • Biological filters
  • Pneumatic cutters
  • Manure spreaders
  • Farm trucks
  • Clockwork belt feeders
  • Fish counters
  • Snowplow attachments
  • Power nail guns
  • Mechanized tilling equipment
  • Carbon dioxide systems
  • Tongue and groove pliers
  • pH probes
  • Handheld computers
  • Straight screwdrivers
  • Aerosol foggers
  • Grain dryers
  • Chemical sprayers
  • Fish graders
  • Fertilizer injectors
  • Water filters
  • Dip nets
  • Tubing cutters
  • Extended pole pruners
  • Grease guns
  • Steam sterilizers
  • Fish incubators
  • Backhoe attachments
  • Security alarm systems
  • Skid steer machines
  • Oil dispensing cans
  • Four wheel drive 4WD trucks
  • Mulch spreaders
  • Grain scales
  • Multipurpose pliers
  • Fish traps
  • Animal blood collection syringes
  • Claw hammers
  • Laptop computers
  • Adjustable hand wrenches
  • Personal computers
  • Materials conveyors
  • Forklifts
  • Farm tractors
  • Utility knives
  • Water level monitors
  • Multipurpose tractors
  • Phillips screwdrivers
  • Digital flowmeters
  • Fertigation equipment
  • Sport utility vehicles SUVs
  • Fish egg sorters
  • Artificial insemination kits
  • Power nail pullers
  • Round metal files
  • Safety gloves
  • Portable dataloggers
  • Propane torches
  • Global positioning system GPS receivers
  • Lawn edgers
  • Field watering systems
  • Spray attachments
  • Fish collection nets
  • Seine reels
  • Line cutters
  • Utility forklifts
  • Fumigation equipment
  • Fish transfer pumps
  • Humidifiers
  • Light evaluation meters
  • Belt conveyor systems
  • Grain combines
  • Woodworking chisels
  • Circular saws
  • Ultraviolet light UV water disinfection systems
  • Extension ladders
  • Fish egg counters
  • Corn pickers
  • Screen filters
  • Soil thermometers
  • Turbine water pumps
  • Portable air compressors
  • Mist control systems
  • Pipe wrenches
  • Branding equipment
  • Power augers
  • Soil electrical conductivity measurement devices
  • Portable power saws
  • Pop-up sprinklers
  • Handheld dissolved oxygen meters
  • Hay trucks
  • Pneumatic pruners
  • Impact sprinklers
  • Ozone generators
  • Microsprinklers
  • Hay mowing machines
  • Aquaculture tanks
  • Bench scales
  • Animal feeders
  • Trickle irrigators
  • Cordless power drills
  • Hydroponic equipment
  • Dew point meters
  • Stereo light microscopes
  • Gardening shovels
  • Hay balers
  • Portable welding equipment
  • Humidity meters
  • Backhoes
  • Grain drills
  • Chipping equipment
  • Air compression equipment
  • Temperature monitors
  • Fish feeders
  • Water test kits
  • Gas-powered generators
  • Hacksaws
  • Animal vaccination syringes
  • Power monitors
  • pH indicators
  • Power mowers
  • Garden hoes
  • Trenchers
  • Chain saws
  • Pruning tools
  • Aeration pumps
  • Fry nets
  • Lawn mowers
  • Composting equipment
  • Electric timing devices
  • Powered trailers
  • Desktop computers
  • Radiant heaters
  • Drip emitters
  • Drainage pumps
  • Egg gathering equipment
  • Weedeaters
  • Milking equipment
  • Layout squares
  • Handsaws
  • Dump trucks
  • Mowing equipment
  • Fish crowders
  • Transplanting equipment
  • Tablet computers
  • Soil mixers
  • Fish holding pens
  • Overhead sprinklers
  • Bar code readers
  • Tanker trucks

Alternative Job Titles